AI Engineering Metrics · Epic Report

DEMO-1 — AI-assisted checkout revamp

Status: In Progress · Owner: Ana Müller
ai-pilotcheckoutq2-2026
Stories5
Pull requests8
Created2026-05-01
Updated2026-05-31
Generated2026-06-13 13:56 UTC
Hours saved
70.0 h
42.7% vs. no-AI estimate
Total AI tokens
1,655,000
331,000 per story (avg)
Estimated AI cost
$9.93
$0.14 / hour saved
AI Dependency Risk
26.9
Level: Moderate
Tokens / changed line
270.4
318.3 per added line
Tokens / story point
53,387
23,642 per hour saved
Avg lead time
252.5 h
1.6 PRs / story
Avg time to merge
68.0 h
18 review cycles total
AI usage & productivity

AI tokens per story

AI tokens per developer

Estimated hours: with vs. without AI

Tokens per changed line

Risk

AI dependency risk per pull request

AI Dependency Risk Score
26.9
/ 100 · Moderate
Ai intensity 2.4
Low savings 0.0
Low coverage 1.6
High complexity 6.8
Review churn 7.8
Requested changes 2.5
Vulnerabilities 2.8
Static bugs 3.0
Stories
KeySummaryAssigneeStatus SPTokens Est. w/o AIEst. w/ AI SavedLead timePRsRisk
KAN-20002 Tokenise saved payment methods Ana Müller Done 8.0 480,000 40.0 22.0 18.0 200.0 h 2 25.1
KAN-20003 One-click checkout UI Liu Wei Done 5.0 620,000 32.0 14.0 18.0 247.0 h 2 33.8
KAN-20004 Fraud scoring service integration Pedro Souza Done 13.0 310,000 56.0 44.0 12.0 414.0 h 1 35.8
KAN-20005 Checkout analytics events Sara Nilsson In Review 3.0 150,000 20.0 9.0 11.0 2 17.9
KAN-20006 Localised checkout copy Ana Müller Done 2.0 95,000 16.0 5.0 11.0 149.0 h 1 10.9
Pull requests
PRTitleRepoAuthorStatus +Files CommitsReviewsΔ req. TTMRisk
#1421 KAN-20002 Tokenise card vault acme/payments-api anamuller merged 940 210 18 12 14 2 53.0 h
#1437 KAN-20002 Vault migration follow-up acme/payments-api anamuller merged 180 40 6 4 3 0 26.0 h
#884 KAN-20003 One-click checkout flow acme/web-storefront liu-wei merged 1,860 320 34 22 28 4 105.0 h
#901 KAN-20003 Fix checkout a11y acme/web-storefront liu-wei merged 120 60 5 3 2 0 28.0 h
#1455 KAN-20004 Integrate fraud scoring acme/payments-api pedro-souza merged 1,320 180 24 18 21 3 147.0 h
#915 KAN-20005 Emit checkout analytics acme/web-storefront sara-nilsson open 430 70 11 7 6 1
#921 KAN-20005 Analytics schema tweak acme/data-pipeline sara-nilsson open 90 10 3 2 1 0
#948 KAN-20006 Localise checkout strings acme/web-storefront anamuller merged 260 30 9 5 4 0 49.0 h
Code quality · epic overview (mock) · click a PR for per-PR detail
Cyclomatic complexity14.2
Cognitive complexity19.6
Duplication4.8%
Code smells37
Static bugs6
Vulnerabilities2
Test coverage71.5%
Rework · epic overview · click a PR for per-PR detail
Avg. time to merge68.0 h
Review cycles18
Review comments79
Requested changes10
Commits after review23
Reverts detected1
Files touched again later6